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airflow/providers/google/cloud/example_dags/example_looker.py
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
""" | ||
Example Airflow DAG that show how to use various Looker | ||
operators to submit PDT materialization job and manage it. | ||
""" | ||
|
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from datetime import datetime | ||
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from airflow import models | ||
from airflow.providers.google.cloud.operators.looker import LookerStartPdtBuildOperator | ||
from airflow.providers.google.cloud.sensors.looker import LookerCheckPdtBuildSensor | ||
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with models.DAG( | ||
dag_id='example_gcp_looker', | ||
schedule_interval=None, | ||
start_date=datetime(2021, 1, 1), | ||
catchup=False, | ||
) as dag: | ||
# [START cloud_looker_async_start_pdt_sensor] | ||
start_pdt_task_async = LookerStartPdtBuildOperator( | ||
task_id='start_pdt_task_async', | ||
looker_conn_id='your_airflow_connection_for_looker', | ||
model='your_lookml_model', | ||
view='your_lookml_view', | ||
asynchronous=True, | ||
) | ||
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check_pdt_task_async_sensor = LookerCheckPdtBuildSensor( | ||
task_id='check_pdt_task_async_sensor', | ||
looker_conn_id='your_airflow_connection_for_looker', | ||
materialization_id=start_pdt_task_async.output, | ||
poke_interval=10, | ||
) | ||
# [END cloud_looker_async_start_pdt_sensor] | ||
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# [START how_to_cloud_looker_start_pdt_build_operator] | ||
build_pdt_task = LookerStartPdtBuildOperator( | ||
task_id='build_pdt_task', | ||
looker_conn_id='your_airflow_connection_for_looker', | ||
model='your_lookml_model', | ||
view='your_lookml_view', | ||
) | ||
# [END how_to_cloud_looker_start_pdt_build_operator] | ||
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start_pdt_task_async >> check_pdt_task_async_sensor | ||
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build_pdt_task |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
# | ||
"""This module contains a Google Cloud Looker hook.""" | ||
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import json | ||
import time | ||
from enum import Enum | ||
from typing import Dict, Optional | ||
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from looker_sdk.rtl import api_settings, auth_session, requests_transport, serialize | ||
from looker_sdk.sdk.api40 import methods as methods40 | ||
from packaging.version import parse as parse_version | ||
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from airflow.exceptions import AirflowException | ||
from airflow.hooks.base import BaseHook | ||
from airflow.models.connection import Connection | ||
from airflow.version import version | ||
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class LookerHook(BaseHook): | ||
"""Hook for Looker APIs.""" | ||
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def __init__( | ||
self, | ||
looker_conn_id: str, | ||
) -> None: | ||
super().__init__() | ||
self.looker_conn_id = looker_conn_id | ||
# source is used to track origin of the requests | ||
self.source = f'airflow:{version}' | ||
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def start_pdt_build( | ||
self, | ||
model: str, | ||
view: str, | ||
query_params: Optional[Dict] = None, | ||
): | ||
""" | ||
Submits a PDT materialization job to Looker. | ||
:param model: Required. The model of the PDT to start building. | ||
:param view: Required. The view of the PDT to start building. | ||
:param query_params: Optional. Additional materialization parameters. | ||
""" | ||
self.log.info("Submitting PDT materialization job. Model: '%s', view: '%s'.", model, view) | ||
self.log.debug("PDT materialization job source: '%s'.", self.source) | ||
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sdk = self.get_looker_sdk() | ||
looker_ver = sdk.versions().looker_release_version | ||
if parse_version(looker_ver) < parse_version("22.2.0"): | ||
raise AirflowException(f'This API requires Looker version 22.2+. Found: {looker_ver}.') | ||
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# unpack query_params dict into kwargs (if not None) | ||
if query_params: | ||
resp = sdk.start_pdt_build(model_name=model, view_name=view, source=self.source, **query_params) | ||
else: | ||
resp = sdk.start_pdt_build(model_name=model, view_name=view, source=self.source) | ||
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self.log.info("Start PDT build response: '%s'.", resp) | ||
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return resp | ||
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def check_pdt_build( | ||
self, | ||
materialization_id: str, | ||
): | ||
""" | ||
Gets the PDT materialization job status from Looker. | ||
:param materialization_id: Required. The materialization id to check status for. | ||
""" | ||
self.log.info("Requesting PDT materialization job status. Job id: %s.", materialization_id) | ||
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sdk = self.get_looker_sdk() | ||
resp = sdk.check_pdt_build(materialization_id=materialization_id) | ||
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self.log.info("Check PDT build response: '%s'.", resp) | ||
return resp | ||
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def pdt_build_status( | ||
self, | ||
materialization_id: str, | ||
) -> Dict: | ||
""" | ||
Gets the PDT materialization job status. | ||
:param materialization_id: Required. The materialization id to check status for. | ||
""" | ||
resp = self.check_pdt_build(materialization_id=materialization_id) | ||
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status_json = resp['resp_text'] | ||
status_dict = json.loads(status_json) | ||
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self.log.info( | ||
"PDT materialization job id: %s. Status: '%s'.", materialization_id, status_dict['status'] | ||
) | ||
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return status_dict | ||
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def stop_pdt_build( | ||
self, | ||
materialization_id: str, | ||
): | ||
""" | ||
Starts a PDT materialization job cancellation request. | ||
:param materialization_id: Required. The materialization id to stop. | ||
""" | ||
self.log.info("Stopping PDT materialization. Job id: %s.", materialization_id) | ||
self.log.debug("PDT materialization job source: '%s'.", self.source) | ||
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sdk = self.get_looker_sdk() | ||
resp = sdk.stop_pdt_build(materialization_id=materialization_id, source=self.source) | ||
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self.log.info("Stop PDT build response: '%s'.", resp) | ||
return resp | ||
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def wait_for_job( | ||
self, | ||
materialization_id: str, | ||
wait_time: int = 10, | ||
timeout: Optional[int] = None, | ||
) -> None: | ||
""" | ||
Helper method which polls a PDT materialization job to check if it finishes. | ||
:param materialization_id: Required. The materialization id to wait for. | ||
:param wait_time: Optional. Number of seconds between checks. | ||
:param timeout: Optional. How many seconds wait for job to be ready. | ||
Used only if ``asynchronous`` is False. | ||
""" | ||
self.log.info('Waiting for PDT materialization job to complete. Job id: %s.', materialization_id) | ||
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status = None | ||
start = time.monotonic() | ||
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while status not in ( | ||
JobStatus.DONE.value, | ||
JobStatus.ERROR.value, | ||
JobStatus.CANCELLED.value, | ||
JobStatus.UNKNOWN.value, | ||
): | ||
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if timeout and start + timeout < time.monotonic(): | ||
self.stop_pdt_build(materialization_id=materialization_id) | ||
raise AirflowException( | ||
f"Timeout: PDT materialization job is not ready after {timeout}s. " | ||
f"Job id: {materialization_id}." | ||
) | ||
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time.sleep(wait_time) | ||
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status_dict = self.pdt_build_status(materialization_id=materialization_id) | ||
status = status_dict['status'] | ||
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if status == JobStatus.ERROR.value: | ||
msg = status_dict['message'] | ||
raise AirflowException( | ||
f'PDT materialization job failed. Job id: {materialization_id}. Message:\n"{msg}"' | ||
) | ||
if status == JobStatus.CANCELLED.value: | ||
raise AirflowException(f'PDT materialization job was cancelled. Job id: {materialization_id}.') | ||
if status == JobStatus.UNKNOWN.value: | ||
raise AirflowException( | ||
f'PDT materialization job has unknown status. Job id: {materialization_id}.' | ||
) | ||
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self.log.info('PDT materialization job completed successfully. Job id: %s.', materialization_id) | ||
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def get_looker_sdk(self): | ||
"""Returns Looker SDK client for Looker API 4.0.""" | ||
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conn = self.get_connection(self.looker_conn_id) | ||
settings = LookerApiSettings(conn) | ||
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transport = requests_transport.RequestsTransport.configure(settings) | ||
return methods40.Looker40SDK( | ||
auth_session.AuthSession(settings, transport, serialize.deserialize40, "4.0"), | ||
serialize.deserialize40, | ||
serialize.serialize, | ||
transport, | ||
"4.0", | ||
) | ||
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class LookerApiSettings(api_settings.ApiSettings): | ||
"""Custom implementation of Looker SDK's `ApiSettings` class.""" | ||
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def __init__( | ||
self, | ||
conn: Connection, | ||
) -> None: | ||
self.conn = conn # need to init before `read_config` is called in super | ||
super().__init__() | ||
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def read_config(self): | ||
""" | ||
Overrides the default logic of getting connection settings. Fetches | ||
the connection settings from Airflow's connection object. | ||
""" | ||
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config = {} | ||
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if self.conn.host is None: | ||
raise AirflowException(f'No `host` was supplied in connection: {self.conn.id}.') | ||
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if self.conn.port: | ||
config["base_url"] = f"{self.conn.host}:{self.conn.port}" # port is optional | ||
else: | ||
config["base_url"] = self.conn.host | ||
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if self.conn.login: | ||
config["client_id"] = self.conn.login | ||
else: | ||
raise AirflowException(f'No `login` was supplied in connection: {self.conn.id}.') | ||
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if self.conn.password: | ||
config["client_secret"] = self.conn.password | ||
else: | ||
raise AirflowException(f'No `password` was supplied in connection: {self.conn.id}.') | ||
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extras = self.conn.extra_dejson # type: Dict | ||
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if 'verify_ssl' in extras: | ||
config["verify_ssl"] = extras["verify_ssl"] # optional | ||
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if 'timeout' in extras: | ||
config["timeout"] = extras["timeout"] # optional | ||
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return config | ||
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class JobStatus(Enum): | ||
"""The job status string.""" | ||
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QUEUED = "added" | ||
PENDING = 'pending' | ||
RUNNING = 'running' | ||
CANCELLED = 'killed' | ||
DONE = 'complete' | ||
ERROR = 'error' | ||
UNKNOWN = 'unknown' |
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